The Agbiotech Bulletin, Volume 3, Issue 11, November, 1995
Bibliographic record
Abstract
The Agbiotech Bulletin Volume 3, Issue 11 November, 1995 Published by AG-WEST BIOTECH INC. Code Number: NL95034 File Sizes: Text: 56K No associated graphics Industry Input Essential to Good Regulations Public Attitudes on Biotech Unchanged Saskatoon Agbiotech Ready for Next Stage News New Developments in Saskatchewan's Biotech Community Transgenic approaches to fungal resistance in crops Board Named for Ag Innov Fund FBCN Forum Explores Labelling University Signs Agreements in Malaysia, Thailand Pulse Inoculants Assessed Transgenic Corn on Sale Large Scale Production of Recombinant Proteins Beadle Research Centre Opens in Nebraska First Transgenic Crops for Britain Events Saskatoon AgBiotech International Conference Update Bio-Biz in Mexico Microbiology Society To Meet Trends Importance of Non-medical Biotech to Increase Biotech in the Mining Industry Vegetable Vaccines on the Way ...and more Healthy Tobacco Alliances S&T Cooperation Deal Signed with Europe CamBioTec Details Announced DNA Sequencing Venture for Canada Mycogen, Pioneer to Collaborate Zeneca LifeScience Molecules DSM/Bio-Intermediair TechTransfer Brassica Transformations Tech Opportunity From Ireland Finance Calgene Financial Results Improve in 1995 Issues Approval of rbST Delayed Demonstrations Held Against Gene Patents International Bio-Safety Statement Population and Food Resources Legal Notes Indonesia - The Legal Environment Vehicles for Doing Business Intellectual Property Taxation Dispute Resolution Conclusion Resources ARC on WEB Food Biotechnology: Microorganisms People, Plants, and Patents SCREEN Newsletter Your World/Our World People Watch Ag-West Biotech Inc. Agriculture & Agri-Food Canada International Trade Centre - Sask. Plant Genetic Systems USDA
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.368 | 0.377 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".